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P326 - INFORMATIK 2022 - Informatik in den Naturwissenschaften

https://dl.gi.de/handle/20.500.12116/39458
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Auflistung P326 - INFORMATIK 2022 - Informatik in den Naturwissenschaften nach Autor:in "Alves Junior,Augusto Antonio"

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  • Textdokument
    Sequential networks for cosmic ray simulations
    (INFORMATIK 2022, 2022) Sampathkumar,Pranav; Alves Junior,Augusto Antonio; Pierog,Tanguy; Ulrich,Ralf
    A hybrid model of generating cosmic ray showers based on neural networks is presented. We show that the neural network learns the solution to the governing cascade equation in one dimension. We then use the neural network to generate the energy spectra at every height slice. Pitfalls of training to generate a single height slice is discussed, and we present a sequential model which can generate the entire shower from an initial table. Errors associated with the model and the potential to generate the full three dimensional distribution of the shower is discussed.